Since it seems that this week's update bricked some Series 2 Apple Watches after installing, Apple has decided to withdraw watchOS 3.1.1. For now, the latest watchOS variant available remains 3.1.
http://www.notebookcheck.net/Apple-pulls-watchOS-3-1-1-update.187582.0.html